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We further compared these models, using individual features as well as different types of features and found feature-type specificities for each model (Figure S6; Tables S1 and S2).
The thermal contraction model was significantly faster than models using individual cell forces, making it beneficial for rapidly designing or optimizing devices.
Models using individual observations for the dependent variable generally simulated monthly runoff with reasonable skill in the validation watersheds (median Nash Sutcliffe efficiency = 0.53, median R2 = 0.66, median magnitude of the deviation of runoff volume = 13%).
A final area for development could be to incorporate our approach with occupational-choice models using individual level data.
First, some of our models using individual diagnosis indicators failed to converge.
Patient to patient variation in miRNA expression profiles makes it difficult to create reliable recognition models using individual miRNAs.
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It would be useful to calibrate the model using individual country level data.
We then test the Alliance Equilibrium model using individual nations' Intended Nationally Determined Contributions pledged at the Paris Climate Change Conference.
Computational modeling using individual tomographic data can provide valuable information for surgeons during the planning stage.
In some rare cases, as in Deb and Trivedi (2013) the dependence of the observations within each unit is modeled using individual specific effects.
model using individual nucleotide frequencies inferred from the genome composition.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com